Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295679 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
CO (ppm) is highly overall correlated with Time (s) and 8 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 10 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 10 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 8 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R5 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R6 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R7 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R13 (MOhm) is highly overall correlated with Time (s) and 14 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 1 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -107.9965091) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32184 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:44:04.109055 |
|---|---|
| Analysis finished | 2022-12-20 08:45:55.090348 |
| Duration | 1 minute and 50.98 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295679 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45457.564 |
| Minimum | 0 |
|---|---|
| Maximum | 90907.614 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4549.889 |
| Q1 | 22729.456 |
| median | 45452.478 |
| Q3 | 68193.511 |
| 95-th percentile | 86361.007 |
| Maximum | 90907.614 |
| Range | 90907.614 |
| Interquartile range (IQR) | 45464.056 |
Descriptive statistics
| Standard deviation | 26242.016 |
|---|---|
| Coefficient of variation (CV) | 0.57728602 |
| Kurtosis | -1.2003094 |
| Mean | 45457.564 |
| Median Absolute Deviation (MAD) | 22732.135 |
| Skewness | -0.0002020939 |
| Sum | 1.3440847 × 1010 |
| Variance | 6.886434 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60650.134 | 1 | < 0.1% |
| 60621.865 | 1 | < 0.1% |
| 60621.556 | 1 | < 0.1% |
| 60621.246 | 1 | < 0.1% |
| 60620.937 | 1 | < 0.1% |
| 60620.629 | 1 | < 0.1% |
| 60620.319 | 1 | < 0.1% |
| 60620.011 | 1 | < 0.1% |
| 60619.701 | 1 | < 0.1% |
| Other values (295669) | 295669 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.307 | 1 | |
| 0.617 | 1 | |
| 0.924 | 1 | |
| 1.234 | 1 | |
| 1.541 | 1 | |
| 1.85 | 1 | |
| 2.16 | 1 | |
| 2.469 | 1 | |
| 2.779 | 1 |
| Value | Count | Frequency (%) |
| 90907.614 | 1 | |
| 90907.305 | 1 | |
| 90906.996 | 1 | |
| 90906.687 | 1 | |
| 90906.378 | 1 | |
| 90906.068 | 1 | |
| 90905.758 | 1 | |
| 90905.451 | 1 | |
| 90905.142 | 1 | |
| 90904.834 | 1 |
| Distinct | 298 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8994144 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32184 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4275446 |
|---|---|
| Coefficient of variation (CV) | 0.64928533 |
| Kurtosis | -1.2332605 |
| Mean | 9.8994144 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0092530907 |
| Sum | 2927049 |
| Variance | 41.31333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32184 | |
| 4.44 | 29280 | |
| 8.89 | 29264 | |
| 13.33 | 29259 | |
| 15.56 | 29252 | |
| 20 | 29245 | |
| 2.22 | 29241 | |
| 11.11 | 29229 | |
| 17.78 | 29220 | |
| 6.67 | 29215 | |
| Other values (288) | 290 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32184 | |
| 0.0711 | 1 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| 0.4351 | 1 | < 0.1% |
| 0.4623 | 1 | < 0.1% |
| 0.4928 | 1 | < 0.1% |
| 0.5195 | 1 | < 0.1% |
| 0.5239 | 1 | < 0.1% |
| 0.5372 | 1 | < 0.1% |
| 0.6756 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29245 | |
| 19.8933 | 1 | < 0.1% |
| 19.7158 | 1 | < 0.1% |
| 19.5049 | 1 | < 0.1% |
| 19.4133 | 1 | < 0.1% |
| 19.0002 | 1 | < 0.1% |
| 18.8256 | 1 | < 0.1% |
| 18.8056 | 1 | < 0.1% |
| 18.76 | 1 | < 0.1% |
| 18.4751 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 20883 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.443415 |
| Minimum | 20.78 |
|---|---|
| Maximum | 83.81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 20.78 |
|---|---|
| 5-th percentile | 31.71 |
| Q1 | 43.36 |
| median | 52.61 |
| Q3 | 60.61 |
| 95-th percentile | 69.79 |
| Maximum | 83.81 |
| Range | 63.03 |
| Interquartile range (IQR) | 17.25 |
Descriptive statistics
| Standard deviation | 11.984236 |
|---|---|
| Coefficient of variation (CV) | 0.23295957 |
| Kurtosis | -0.58083913 |
| Mean | 51.443415 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | -0.26920017 |
| Sum | 15210738 |
| Variance | 143.62191 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.88 | 2582 | 0.9% |
| 53.62 | 1782 | 0.6% |
| 32.78 | 1749 | 0.6% |
| 33.35 | 1607 | 0.5% |
| 53.6 | 1577 | 0.5% |
| 57.7 | 1445 | 0.5% |
| 34.93 | 1435 | 0.5% |
| 53.63 | 1355 | 0.5% |
| 35.43 | 1324 | 0.4% |
| 34.89 | 1288 | 0.4% |
| Other values (20873) | 279535 |
| Value | Count | Frequency (%) |
| 20.78 | 158 | |
| 20.8192 | 1 | < 0.1% |
| 20.8355 | 1 | < 0.1% |
| 20.9926 | 1 | < 0.1% |
| 21.1655 | 1 | < 0.1% |
| 21.1785 | 1 | < 0.1% |
| 21.3389 | 1 | < 0.1% |
| 21.3396 | 1 | < 0.1% |
| 21.3398 | 1 | < 0.1% |
| 21.34 | 237 |
| Value | Count | Frequency (%) |
| 83.81 | 59 | |
| 83.8099 | 1 | < 0.1% |
| 83.8097 | 1 | < 0.1% |
| 83.8096 | 1 | < 0.1% |
| 83.7321 | 1 | < 0.1% |
| 83.5879 | 1 | < 0.1% |
| 83.4428 | 1 | < 0.1% |
| 83.34 | 10 | < 0.1% |
| 83.3399 | 1 | < 0.1% |
| 83.3398 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 7360 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.045859 |
| Minimum | 9.9032 |
|---|---|
| Maximum | 25.86 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 9.9032 |
|---|---|
| 5-th percentile | 24.18 |
| Q1 | 24.86 |
| median | 25.02 |
| Q3 | 25.34 |
| 95-th percentile | 25.66 |
| Maximum | 25.86 |
| Range | 15.9568 |
| Interquartile range (IQR) | 0.48 |
Descriptive statistics
| Standard deviation | 0.42445315 |
|---|---|
| Coefficient of variation (CV) | 0.016947039 |
| Kurtosis | 7.0835881 |
| Mean | 25.045859 |
| Median Absolute Deviation (MAD) | 0.24 |
| Skewness | -0.62658917 |
| Sum | 7405534.5 |
| Variance | 0.18016047 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.94 | 22217 | 7.5% |
| 24.98 | 17902 | 6.1% |
| 25.02 | 16332 | 5.5% |
| 25.26 | 14076 | 4.8% |
| 25.62 | 12856 | 4.3% |
| 25.18 | 12684 | 4.3% |
| 24.9 | 12356 | 4.2% |
| 24.14 | 11095 | 3.8% |
| 24.86 | 10987 | 3.7% |
| 25.3 | 10760 | 3.6% |
| Other values (7350) | 154414 |
| Value | Count | Frequency (%) |
| 9.9032 | 1 | < 0.1% |
| 13.7998 | 1 | < 0.1% |
| 17.7318 | 1 | < 0.1% |
| 21.6256 | 1 | < 0.1% |
| 24.06 | 278 | |
| 24.0607 | 1 | < 0.1% |
| 24.0608 | 2 | < 0.1% |
| 24.0609 | 1 | < 0.1% |
| 24.0613 | 1 | < 0.1% |
| 24.0615 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 25.86 | 1126 | |
| 25.8598 | 1 | < 0.1% |
| 25.8596 | 3 | < 0.1% |
| 25.8594 | 1 | < 0.1% |
| 25.8588 | 1 | < 0.1% |
| 25.8587 | 1 | < 0.1% |
| 25.8585 | 1 | < 0.1% |
| 25.8584 | 1 | < 0.1% |
| 25.8582 | 1 | < 0.1% |
| 25.8575 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11289 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94666 |
| Minimum | 0 |
|---|---|
| Maximum | 275.2305 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.759 |
| Q1 | 239.8968 |
| median | 239.9717 |
| Q3 | 240.0434 |
| 95-th percentile | 240.1774 |
| Maximum | 275.2305 |
| Range | 275.2305 |
| Interquartile range (IQR) | 0.1466 |
Descriptive statistics
| Standard deviation | 1.8404472 |
|---|---|
| Coefficient of variation (CV) | 0.007670235 |
| Kurtosis | 13278.855 |
| Mean | 239.94666 |
| Median Absolute Deviation (MAD) | 0.0733 |
| Skewness | -107.99651 |
| Sum | 70947188 |
| Variance | 3.387246 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.981 | 143 | < 0.1% |
| 239.9574 | 142 | < 0.1% |
| 239.987 | 141 | < 0.1% |
| 239.9727 | 139 | < 0.1% |
| 240.0014 | 138 | < 0.1% |
| 239.9995 | 137 | < 0.1% |
| 239.9692 | 135 | < 0.1% |
| 240.0009 | 135 | < 0.1% |
| 239.9884 | 134 | < 0.1% |
| 239.972 | 134 | < 0.1% |
| Other values (11279) | 294301 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 0.9584 | 1 | < 0.1% |
| 18.7833 | 1 | < 0.1% |
| 60.266 | 1 | < 0.1% |
| 74.9915 | 1 | < 0.1% |
| 92.2314 | 1 | < 0.1% |
| 133.3308 | 1 | < 0.1% |
| 136.7008 | 1 | < 0.1% |
| 141.0782 | 1 | < 0.1% |
| 149.0245 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 275.2305 | 1 | |
| 270.9762 | 1 | |
| 262.7539 | 1 | |
| 262.543 | 1 | |
| 259.009 | 1 | |
| 258.8157 | 1 | |
| 258.1985 | 1 | |
| 257.6023 | 1 | |
| 257.0918 | 1 | |
| 256.6054 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1741 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35504491 |
| Minimum | 0.1982 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.1982 |
|---|---|
| 5-th percentile | 0.1992 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.8987 |
| Maximum | 0.9 |
| Range | 0.7018 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.28848907 |
|---|---|
| Coefficient of variation (CV) | 0.81254247 |
| Kurtosis | -0.20776157 |
| Mean | 0.35504491 |
| Median Absolute Deviation (MAD) | 0.0001 |
| Skewness | 1.3364152 |
| Sum | 104979.32 |
| Variance | 0.083225943 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 145951 | |
| 0.898 | 21501 | 7.3% |
| 0.899 | 10640 | 3.6% |
| 0.199 | 6836 | 2.3% |
| 0.201 | 6002 | 2.0% |
| 0.1992 | 4553 | 1.5% |
| 0.1997 | 4543 | 1.5% |
| 0.1991 | 4514 | 1.5% |
| 0.1999 | 4467 | 1.5% |
| 0.1995 | 4459 | 1.5% |
| Other values (1731) | 82213 |
| Value | Count | Frequency (%) |
| 0.1982 | 4 | < 0.1% |
| 0.1983 | 2 | < 0.1% |
| 0.1984 | 2 | < 0.1% |
| 0.1985 | 1 | < 0.1% |
| 0.1986 | 1 | < 0.1% |
| 0.1987 | 4 | < 0.1% |
| 0.1988 | 3 | < 0.1% |
| 0.1989 | 1 | < 0.1% |
| 0.199 | 6836 | |
| 0.1991 | 4514 |
| Value | Count | Frequency (%) |
| 0.9 | 31 | |
| 0.8999 | 37 | |
| 0.8998 | 42 | |
| 0.8997 | 41 | |
| 0.8996 | 38 | |
| 0.8995 | 61 | |
| 0.8994 | 56 | |
| 0.8993 | 48 | |
| 0.8992 | 61 | |
| 0.8991 | 50 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8541 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.083439 |
| Minimum | 0.0315 |
|---|---|
| Maximum | 105.4143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0315 |
|---|---|
| 5-th percentile | 0.0786 |
| Q1 | 0.333 |
| median | 1.0215 |
| Q3 | 18.4647 |
| 95-th percentile | 64.102 |
| Maximum | 105.4143 |
| Range | 105.3828 |
| Interquartile range (IQR) | 18.1317 |
Descriptive statistics
| Standard deviation | 21.342049 |
|---|---|
| Coefficient of variation (CV) | 1.6312262 |
| Kurtosis | 1.7371808 |
| Mean | 13.083439 |
| Median Absolute Deviation (MAD) | 0.9372 |
| Skewness | 1.6881126 |
| Sum | 3868498.3 |
| Variance | 455.48308 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0948 | 642 | 0.2% |
| 0.0944 | 642 | 0.2% |
| 0.095 | 632 | 0.2% |
| 0.0947 | 591 | 0.2% |
| 0.0942 | 580 | 0.2% |
| 0.0946 | 575 | 0.2% |
| 0.0954 | 570 | 0.2% |
| 0.0939 | 569 | 0.2% |
| 0.0943 | 568 | 0.2% |
| 0.094 | 568 | 0.2% |
| Other values (8531) | 289742 |
| Value | Count | Frequency (%) |
| 0.0315 | 1 | |
| 0.0317 | 1 | |
| 0.0319 | 1 | |
| 0.0322 | 1 | |
| 0.0325 | 1 | |
| 0.0326 | 2 | |
| 0.0328 | 2 | |
| 0.0329 | 1 | |
| 0.0332 | 1 | |
| 0.0333 | 2 |
| Value | Count | Frequency (%) |
| 105.4143 | 1 | < 0.1% |
| 102.9706 | 2 | < 0.1% |
| 101.6844 | 2 | < 0.1% |
| 100.6367 | 11 | < 0.1% |
| 99.4072 | 18 | < 0.1% |
| 98.4052 | 20 | |
| 97.2289 | 26 | |
| 96.2696 | 22 | |
| 95.143 | 32 | |
| 94.2239 | 46 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8250 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.265408 |
| Minimum | 0.0548 |
|---|---|
| Maximum | 142.5199 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0548 |
|---|---|
| 5-th percentile | 0.1395 |
| Q1 | 0.423 |
| median | 0.9784 |
| Q3 | 20.1415 |
| 95-th percentile | 75.0345 |
| Maximum | 142.5199 |
| Range | 142.4651 |
| Interquartile range (IQR) | 19.7185 |
Descriptive statistics
| Standard deviation | 25.208724 |
|---|---|
| Coefficient of variation (CV) | 1.6513626 |
| Kurtosis | 1.1054149 |
| Mean | 15.265408 |
| Median Absolute Deviation (MAD) | 0.8352 |
| Skewness | 1.5789361 |
| Sum | 4513660.4 |
| Variance | 635.47975 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78.3034 | 851 | 0.3% |
| 79.7171 | 842 | 0.3% |
| 79.0683 | 821 | 0.3% |
| 77.677 | 800 | 0.3% |
| 76.9383 | 795 | 0.3% |
| 81.1822 | 781 | 0.3% |
| 76.3332 | 772 | 0.3% |
| 82.7015 | 755 | 0.3% |
| 82.004 | 739 | 0.2% |
| 80.5097 | 737 | 0.2% |
| Other values (8240) | 287786 |
| Value | Count | Frequency (%) |
| 0.0548 | 1 | |
| 0.0555 | 1 | |
| 0.056 | 1 | |
| 0.0564 | 1 | |
| 0.0571 | 1 | |
| 0.0573 | 1 | |
| 0.0574 | 1 | |
| 0.0584 | 1 | |
| 0.0586 | 2 | |
| 0.0594 | 2 |
| Value | Count | Frequency (%) |
| 142.5199 | 1 | < 0.1% |
| 135.8172 | 1 | < 0.1% |
| 119.5851 | 1 | < 0.1% |
| 116.4568 | 1 | < 0.1% |
| 113.4868 | 4 | < 0.1% |
| 111.9292 | 1 | < 0.1% |
| 109.181 | 3 | < 0.1% |
| 107.9756 | 6 | < 0.1% |
| 106.5634 | 8 | |
| 105.4143 | 16 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8323 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.723427 |
| Minimum | 0.051 |
|---|---|
| Maximum | 185.8025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.051 |
|---|---|
| 5-th percentile | 0.1099 |
| Q1 | 0.4688 |
| median | 2.1489 |
| Q3 | 34.9838 |
| 95-th percentile | 77.2091 |
| Maximum | 185.8025 |
| Range | 185.7515 |
| Interquartile range (IQR) | 34.515 |
Descriptive statistics
| Standard deviation | 26.7043 |
|---|---|
| Coefficient of variation (CV) | 1.4262507 |
| Kurtosis | 0.25043273 |
| Mean | 18.723427 |
| Median Absolute Deviation (MAD) | 2.0362 |
| Skewness | 1.2760085 |
| Sum | 5536124.1 |
| Variance | 713.11964 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 82.2033 | 933 | 0.3% |
| 81.51 | 897 | 0.3% |
| 83.7703 | 870 | 0.3% |
| 80.6932 | 842 | 0.3% |
| 80.0247 | 835 | 0.3% |
| 83.0507 | 827 | 0.3% |
| 79.2369 | 818 | 0.3% |
| 78.592 | 805 | 0.3% |
| 84.6501 | 798 | 0.3% |
| 85.3974 | 798 | 0.3% |
| Other values (8313) | 287256 |
| Value | Count | Frequency (%) |
| 0.051 | 2 | |
| 0.0518 | 1 | < 0.1% |
| 0.0525 | 1 | < 0.1% |
| 0.0539 | 1 | < 0.1% |
| 0.0542 | 1 | < 0.1% |
| 0.0553 | 2 | |
| 0.0557 | 1 | < 0.1% |
| 0.0558 | 2 | |
| 0.0559 | 3 | |
| 0.0564 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 185.8025 | 1 | < 0.1% |
| 123.6951 | 1 | < 0.1% |
| 112.8031 | 1 | < 0.1% |
| 109.9965 | 1 | < 0.1% |
| 108.5233 | 2 | < 0.1% |
| 107.3251 | 7 | < 0.1% |
| 105.9214 | 15 | < 0.1% |
| 104.7792 | 23 | < 0.1% |
| 103.4404 | 31 | |
| 102.3503 | 58 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 8136 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.355204 |
| Minimum | 0.038 |
|---|---|
| Maximum | 95.1847 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.038 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 1.07355 |
| median | 16.6385 |
| Q3 | 31.0671 |
| 95-th percentile | 48.4545 |
| Maximum | 95.1847 |
| Range | 95.1467 |
| Interquartile range (IQR) | 29.99355 |
Descriptive statistics
| Standard deviation | 16.723148 |
|---|---|
| Coefficient of variation (CV) | 0.91108484 |
| Kurtosis | -0.68201582 |
| Mean | 18.355204 |
| Median Absolute Deviation (MAD) | 15.1996 |
| Skewness | 0.5501912 |
| Sum | 5427248.3 |
| Variance | 279.66368 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36.1399 | 857 | 0.3% |
| 34.9216 | 841 | 0.3% |
| 33.3338 | 822 | 0.3% |
| 36.3021 | 810 | 0.3% |
| 33.5001 | 799 | 0.3% |
| 35.1038 | 799 | 0.3% |
| 33.9517 | 796 | 0.3% |
| 34.2691 | 795 | 0.3% |
| 36.6641 | 794 | 0.3% |
| 34.7712 | 785 | 0.3% |
| Other values (8126) | 287581 |
| Value | Count | Frequency (%) |
| 0.038 | 1 | |
| 0.0385 | 1 | |
| 0.0386 | 1 | |
| 0.0389 | 1 | |
| 0.0394 | 1 | |
| 0.0395 | 1 | |
| 0.0396 | 1 | |
| 0.0397 | 1 | |
| 0.0399 | 1 | |
| 0.0401 | 2 |
| Value | Count | Frequency (%) |
| 95.1847 | 1 | < 0.1% |
| 80.9098 | 2 | < 0.1% |
| 80.1281 | 2 | < 0.1% |
| 79.2097 | 1 | < 0.1% |
| 78.4601 | 2 | < 0.1% |
| 77.5789 | 8 | < 0.1% |
| 76.8594 | 10 | |
| 76.0133 | 14 | |
| 75.3221 | 14 | |
| 74.5089 | 23 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 8292 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.474432 |
| Minimum | 0.0449 |
|---|---|
| Maximum | 122.6378 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0449 |
|---|---|
| 5-th percentile | 0.1127 |
| Q1 | 1.0128 |
| median | 23.8188 |
| Q3 | 47.0253 |
| 95-th percentile | 74.8839 |
| Maximum | 122.6378 |
| Range | 122.5929 |
| Interquartile range (IQR) | 46.0125 |
Descriptive statistics
| Standard deviation | 25.926966 |
|---|---|
| Coefficient of variation (CV) | 0.94367613 |
| Kurtosis | -0.81335908 |
| Mean | 27.474432 |
| Median Absolute Deviation (MAD) | 22.9298 |
| Skewness | 0.54462501 |
| Sum | 8123612.7 |
| Variance | 672.20757 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47.5412 | 1105 | 0.4% |
| 48.0682 | 1104 | 0.4% |
| 47.7793 | 1088 | 0.4% |
| 47.2584 | 1081 | 0.4% |
| 47.0253 | 1074 | 0.4% |
| 48.6068 | 1068 | 0.4% |
| 44.8125 | 1066 | 0.4% |
| 46.7486 | 1063 | 0.4% |
| 46.0259 | 1061 | 0.4% |
| 45.7605 | 1057 | 0.4% |
| Other values (8282) | 284912 |
| Value | Count | Frequency (%) |
| 0.0449 | 1 | |
| 0.0452 | 1 | |
| 0.0453 | 1 | |
| 0.0456 | 1 | |
| 0.0467 | 1 | |
| 0.0468 | 1 | |
| 0.0472 | 1 | |
| 0.0473 | 2 | |
| 0.0477 | 1 | |
| 0.0485 | 1 |
| Value | Count | Frequency (%) |
| 122.6378 | 3 | < 0.1% |
| 120.8197 | 1 | < 0.1% |
| 119.345 | 3 | < 0.1% |
| 117.6218 | 4 | < 0.1% |
| 116.223 | 4 | < 0.1% |
| 114.5874 | 7 | < 0.1% |
| 113.2589 | 7 | < 0.1% |
| 111.7044 | 22 | |
| 110.441 | 18 | |
| 108.9618 | 17 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 8185 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.480014 |
| Minimum | 0.0465 |
|---|---|
| Maximum | 145.1587 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0465 |
|---|---|
| 5-th percentile | 0.1218 |
| Q1 | 0.9539 |
| median | 14.2881 |
| Q3 | 44.4533 |
| 95-th percentile | 74.2258 |
| Maximum | 145.1587 |
| Range | 145.1122 |
| Interquartile range (IQR) | 43.4994 |
Descriptive statistics
| Standard deviation | 25.686316 |
|---|---|
| Coefficient of variation (CV) | 1.049277 |
| Kurtosis | -0.57458332 |
| Mean | 24.480014 |
| Median Absolute Deviation (MAD) | 14.1621 |
| Skewness | 0.77086786 |
| Sum | 7238226.1 |
| Variance | 659.78683 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47.3106 | 938 | 0.3% |
| 45.9557 | 933 | 0.3% |
| 49.0116 | 930 | 0.3% |
| 46.4788 | 924 | 0.3% |
| 49.2798 | 918 | 0.3% |
| 47.8646 | 913 | 0.3% |
| 50.2138 | 911 | 0.3% |
| 49.8802 | 900 | 0.3% |
| 49.6055 | 899 | 0.3% |
| 46.7691 | 899 | 0.3% |
| Other values (8175) | 286514 |
| Value | Count | Frequency (%) |
| 0.0465 | 1 | < 0.1% |
| 0.0482 | 2 | |
| 0.0483 | 1 | < 0.1% |
| 0.0487 | 1 | < 0.1% |
| 0.0489 | 1 | < 0.1% |
| 0.0491 | 4 | |
| 0.0493 | 1 | < 0.1% |
| 0.0495 | 1 | < 0.1% |
| 0.0496 | 2 | |
| 0.0497 | 2 |
| Value | Count | Frequency (%) |
| 145.1587 | 1 | < 0.1% |
| 120.179 | 1 | < 0.1% |
| 115.3585 | 3 | < 0.1% |
| 113.6483 | 1 | < 0.1% |
| 112.2611 | 4 | < 0.1% |
| 110.6402 | 2 | < 0.1% |
| 109.3244 | 11 | < 0.1% |
| 107.7859 | 15 | < 0.1% |
| 106.5363 | 24 | |
| 105.0741 | 40 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 8190 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.477603 |
| Minimum | 0.0494 |
|---|---|
| Maximum | 126.9913 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0494 |
|---|---|
| 5-th percentile | 0.12 |
| Q1 | 1.0501 |
| median | 22.4465 |
| Q3 | 47.778 |
| 95-th percentile | 76.3203 |
| Maximum | 126.9913 |
| Range | 126.9419 |
| Interquartile range (IQR) | 46.7279 |
Descriptive statistics
| Standard deviation | 26.356086 |
|---|---|
| Coefficient of variation (CV) | 0.95918429 |
| Kurtosis | -0.82381968 |
| Mean | 27.477603 |
| Median Absolute Deviation (MAD) | 22.3055 |
| Skewness | 0.57411826 |
| Sum | 8124550.3 |
| Variance | 694.64325 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47.2542 | 1110 | 0.4% |
| 46.4664 | 1081 | 0.4% |
| 49.4202 | 1066 | 0.4% |
| 51.1767 | 1065 | 0.4% |
| 48.0199 | 1059 | 0.4% |
| 50.2568 | 1051 | 0.4% |
| 48.3134 | 1045 | 0.4% |
| 49.1134 | 1042 | 0.4% |
| 49.9924 | 1042 | 0.4% |
| 50.5778 | 1039 | 0.4% |
| Other values (8180) | 285079 |
| Value | Count | Frequency (%) |
| 0.0494 | 1 | |
| 0.0506 | 1 | |
| 0.0518 | 1 | |
| 0.052 | 1 | |
| 0.0521 | 2 | |
| 0.0526 | 1 | |
| 0.0528 | 1 | |
| 0.0529 | 1 | |
| 0.0534 | 1 | |
| 0.0535 | 1 |
| Value | Count | Frequency (%) |
| 126.9913 | 1 | < 0.1% |
| 123.4452 | 1 | < 0.1% |
| 115.5214 | 1 | < 0.1% |
| 113.8957 | 1 | < 0.1% |
| 112.5752 | 1 | < 0.1% |
| 111.0301 | 2 | < 0.1% |
| 109.7743 | 11 | < 0.1% |
| 108.304 | 9 | < 0.1% |
| 107.1083 | 20 | |
| 105.7075 | 36 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6277 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.197989 |
| Minimum | 0.031 |
|---|---|
| Maximum | 96.8414 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.031 |
|---|---|
| 5-th percentile | 0.0974 |
| Q1 | 9.7444 |
| median | 23.8281 |
| Q3 | 36.3407 |
| 95-th percentile | 54.8097 |
| Maximum | 96.8414 |
| Range | 96.8104 |
| Interquartile range (IQR) | 26.5963 |
Descriptive statistics
| Standard deviation | 17.93073 |
|---|---|
| Coefficient of variation (CV) | 0.74100085 |
| Kurtosis | -0.60786824 |
| Mean | 24.197989 |
| Median Absolute Deviation (MAD) | 12.7289 |
| Skewness | 0.25893892 |
| Sum | 7154837.2 |
| Variance | 321.5111 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.099 | 922 | 0.3% |
| 43.7627 | 899 | 0.3% |
| 43.0331 | 898 | 0.3% |
| 0.0985 | 887 | 0.3% |
| 45.2505 | 887 | 0.3% |
| 44.9727 | 884 | 0.3% |
| 46.8407 | 884 | 0.3% |
| 44.7437 | 884 | 0.3% |
| 0.0987 | 880 | 0.3% |
| 42.5736 | 878 | 0.3% |
| Other values (6267) | 286776 |
| Value | Count | Frequency (%) |
| 0.031 | 1 | < 0.1% |
| 0.032 | 1 | < 0.1% |
| 0.0323 | 1 | < 0.1% |
| 0.0325 | 1 | < 0.1% |
| 0.0328 | 1 | < 0.1% |
| 0.0331 | 2 | |
| 0.0333 | 3 | |
| 0.0334 | 2 | |
| 0.0335 | 1 | < 0.1% |
| 0.0336 | 2 |
| Value | Count | Frequency (%) |
| 96.8414 | 1 | < 0.1% |
| 94.5965 | 1 | < 0.1% |
| 92.4523 | 1 | < 0.1% |
| 91.3229 | 4 | |
| 90.4024 | 4 | |
| 89.3217 | 2 | < 0.1% |
| 88.4405 | 7 | |
| 87.4055 | 4 | |
| 86.5611 | 7 | |
| 85.5689 | 7 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6349 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.96928 |
| Minimum | 0.0289 |
|---|---|
| Maximum | 73.8555 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0289 |
|---|---|
| 5-th percentile | 0.0953 |
| Q1 | 5.0285 |
| median | 17.0911 |
| Q3 | 28.4082 |
| 95-th percentile | 49.053 |
| Maximum | 73.8555 |
| Range | 73.8266 |
| Interquartile range (IQR) | 23.3797 |
Descriptive statistics
| Standard deviation | 15.754608 |
|---|---|
| Coefficient of variation (CV) | 0.83053272 |
| Kurtosis | -0.20054505 |
| Mean | 18.96928 |
| Median Absolute Deviation (MAD) | 11.6298 |
| Skewness | 0.64749097 |
| Sum | 5608817.8 |
| Variance | 248.20766 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0961 | 2346 | 0.8% |
| 0.0962 | 2342 | 0.8% |
| 0.0963 | 2326 | 0.8% |
| 0.096 | 2253 | 0.8% |
| 0.0958 | 2110 | 0.7% |
| 0.0957 | 2062 | 0.7% |
| 0.0965 | 2057 | 0.7% |
| 0.0956 | 1921 | 0.6% |
| 0.0954 | 1825 | 0.6% |
| 0.0953 | 1640 | 0.6% |
| Other values (6339) | 274797 |
| Value | Count | Frequency (%) |
| 0.0289 | 1 | < 0.1% |
| 0.029 | 2 | < 0.1% |
| 0.0291 | 2 | < 0.1% |
| 0.0292 | 2 | < 0.1% |
| 0.0293 | 3 | |
| 0.0294 | 5 | |
| 0.0296 | 2 | < 0.1% |
| 0.0297 | 3 | |
| 0.0298 | 3 | |
| 0.0299 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 73.8555 | 2 | < 0.1% |
| 73.1532 | 2 | < 0.1% |
| 72.5778 | 4 | < 0.1% |
| 71.8992 | 6 | < 0.1% |
| 71.3431 | 11 | < 0.1% |
| 70.6869 | 11 | < 0.1% |
| 70.1491 | 15 | < 0.1% |
| 69.5143 | 41 | |
| 68.9939 | 33 | |
| 68.3795 | 49 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6475 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.800602 |
| Minimum | 0.036 |
|---|---|
| Maximum | 108.5233 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.036 |
|---|---|
| 5-th percentile | 0.1163 |
| Q1 | 8.2554 |
| median | 21.6024 |
| Q3 | 34.9838 |
| 95-th percentile | 53.4654 |
| Maximum | 108.5233 |
| Range | 108.4873 |
| Interquartile range (IQR) | 26.7284 |
Descriptive statistics
| Standard deviation | 17.526052 |
|---|---|
| Coefficient of variation (CV) | 0.76866618 |
| Kurtosis | -0.56102576 |
| Mean | 22.800602 |
| Median Absolute Deviation (MAD) | 13.3814 |
| Skewness | 0.36885354 |
| Sum | 6741659.3 |
| Variance | 307.1625 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1186 | 1468 | 0.5% |
| 0.1184 | 1417 | 0.5% |
| 0.1178 | 1416 | 0.5% |
| 0.1179 | 1403 | 0.5% |
| 0.118 | 1359 | 0.5% |
| 0.1194 | 1356 | 0.5% |
| 0.1183 | 1338 | 0.5% |
| 0.1187 | 1336 | 0.5% |
| 0.1182 | 1329 | 0.4% |
| 0.1195 | 1326 | 0.4% |
| Other values (6465) | 281931 |
| Value | Count | Frequency (%) |
| 0.036 | 1 | |
| 0.0362 | 1 | |
| 0.0364 | 1 | |
| 0.0366 | 1 | |
| 0.0369 | 1 | |
| 0.0371 | 1 | |
| 0.0373 | 1 | |
| 0.0374 | 2 | |
| 0.0375 | 1 | |
| 0.0377 | 1 |
| Value | Count | Frequency (%) |
| 108.5233 | 1 | < 0.1% |
| 90.6767 | 1 | < 0.1% |
| 88.0388 | 1 | < 0.1% |
| 87.0883 | 4 | < 0.1% |
| 86.3116 | 3 | < 0.1% |
| 84.6501 | 3 | < 0.1% |
| 83.7703 | 4 | < 0.1% |
| 83.0507 | 5 | < 0.1% |
| 82.2033 | 12 | |
| 81.51 | 14 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6282 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.868461 |
| Minimum | 0.0305 |
|---|---|
| Maximum | 87.3522 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0305 |
|---|---|
| 5-th percentile | 0.1072 |
| Q1 | 9.80515 |
| median | 26.2573 |
| Q3 | 39.0796 |
| 95-th percentile | 56.076 |
| Maximum | 87.3522 |
| Range | 87.3217 |
| Interquartile range (IQR) | 29.27445 |
Descriptive statistics
| Standard deviation | 18.46762 |
|---|---|
| Coefficient of variation (CV) | 0.71390486 |
| Kurtosis | -0.74639718 |
| Mean | 25.868461 |
| Median Absolute Deviation (MAD) | 13.1813 |
| Skewness | 0.094133111 |
| Sum | 7648760.6 |
| Variance | 341.05298 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.108 | 2244 | 0.8% |
| 0.1082 | 2224 | 0.8% |
| 0.1081 | 2211 | 0.7% |
| 0.1078 | 2049 | 0.7% |
| 0.1084 | 2008 | 0.7% |
| 0.1077 | 1950 | 0.7% |
| 0.1072 | 1942 | 0.7% |
| 0.1075 | 1924 | 0.7% |
| 0.1074 | 1877 | 0.6% |
| 0.1073 | 1850 | 0.6% |
| Other values (6272) | 275400 |
| Value | Count | Frequency (%) |
| 0.0305 | 2 | |
| 0.0311 | 4 | |
| 0.0312 | 1 | < 0.1% |
| 0.0313 | 2 | |
| 0.0315 | 2 | |
| 0.0316 | 1 | < 0.1% |
| 0.0317 | 3 | |
| 0.0318 | 3 | |
| 0.0319 | 1 | < 0.1% |
| 0.032 | 4 |
| Value | Count | Frequency (%) |
| 87.3522 | 5 | < 0.1% |
| 86.5731 | 5 | < 0.1% |
| 85.6562 | 5 | < 0.1% |
| 84.9067 | 13 | < 0.1% |
| 84.0241 | 8 | < 0.1% |
| 83.3024 | 20 | |
| 82.4524 | 26 | |
| 81.757 | 27 | |
| 80.9377 | 29 | |
| 80.2672 | 44 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6308 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.153311 |
| Minimum | 0.0327 |
|---|---|
| Maximum | 85.0777 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0327 |
|---|---|
| 5-th percentile | 0.1067 |
| Q1 | 8.8643 |
| median | 21.8891 |
| Q3 | 34.0402 |
| 95-th percentile | 48.6557 |
| Maximum | 85.0777 |
| Range | 85.045 |
| Interquartile range (IQR) | 25.1759 |
Descriptive statistics
| Standard deviation | 16.297502 |
|---|---|
| Coefficient of variation (CV) | 0.73566892 |
| Kurtosis | -0.62233518 |
| Mean | 22.153311 |
| Median Absolute Deviation (MAD) | 12.2749 |
| Skewness | 0.21718247 |
| Sum | 6550268.8 |
| Variance | 265.60858 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.108 | 1315 | 0.4% |
| 0.1082 | 1258 | 0.4% |
| 0.1079 | 1244 | 0.4% |
| 0.1083 | 1222 | 0.4% |
| 0.1078 | 1212 | 0.4% |
| 0.1084 | 1198 | 0.4% |
| 0.1072 | 1134 | 0.4% |
| 0.1076 | 1107 | 0.4% |
| 0.1086 | 1092 | 0.4% |
| 0.1075 | 1090 | 0.4% |
| Other values (6298) | 283807 |
| Value | Count | Frequency (%) |
| 0.0327 | 2 | |
| 0.0328 | 1 | < 0.1% |
| 0.0329 | 2 | |
| 0.033 | 3 | |
| 0.0331 | 3 | |
| 0.0334 | 3 | |
| 0.0335 | 1 | < 0.1% |
| 0.0336 | 3 | |
| 0.0337 | 3 | |
| 0.0338 | 4 |
| Value | Count | Frequency (%) |
| 85.0777 | 1 | < 0.1% |
| 84.1934 | 3 | < 0.1% |
| 83.4702 | 2 | < 0.1% |
| 82.6184 | 2 | < 0.1% |
| 81.9217 | 6 | < 0.1% |
| 81.1007 | 5 | < 0.1% |
| 80.4289 | 11 | < 0.1% |
| 79.6371 | 14 | |
| 78.9889 | 34 | |
| 78.2247 | 25 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6427 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.602684 |
| Minimum | 0.0321 |
|---|---|
| Maximum | 75.4135 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0321 |
|---|---|
| 5-th percentile | 0.0996 |
| Q1 | 6.5551 |
| median | 18.16 |
| Q3 | 30.1552 |
| 95-th percentile | 46.783 |
| Maximum | 75.4135 |
| Range | 75.3814 |
| Interquartile range (IQR) | 23.6001 |
Descriptive statistics
| Standard deviation | 15.361132 |
|---|---|
| Coefficient of variation (CV) | 0.78362395 |
| Kurtosis | -0.52177817 |
| Mean | 19.602684 |
| Median Absolute Deviation (MAD) | 11.9952 |
| Skewness | 0.43070725 |
| Sum | 5796101.9 |
| Variance | 235.96439 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1027 | 1078 | 0.4% |
| 0.1025 | 1077 | 0.4% |
| 0.1026 | 1074 | 0.4% |
| 0.1023 | 1045 | 0.4% |
| 0.1019 | 1037 | 0.4% |
| 0.1022 | 1036 | 0.4% |
| 0.1029 | 1003 | 0.3% |
| 0.1018 | 991 | 0.3% |
| 0.1017 | 984 | 0.3% |
| 0.1021 | 983 | 0.3% |
| Other values (6417) | 285371 |
| Value | Count | Frequency (%) |
| 0.0321 | 1 | < 0.1% |
| 0.0328 | 1 | < 0.1% |
| 0.033 | 1 | < 0.1% |
| 0.0335 | 2 | < 0.1% |
| 0.0336 | 1 | < 0.1% |
| 0.0338 | 2 | < 0.1% |
| 0.0339 | 2 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 1 | < 0.1% |
| 0.0343 | 5 |
| Value | Count | Frequency (%) |
| 75.4135 | 3 | < 0.1% |
| 74.7083 | 2 | < 0.1% |
| 74.1305 | 3 | < 0.1% |
| 73.4487 | 15 | |
| 72.8899 | 12 | |
| 72.2303 | 16 | |
| 71.6896 | 15 | |
| 71.0511 | 22 | |
| 70.5276 | 22 | |
| 69.9094 | 14 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6260 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.614016 |
| Minimum | 0.0313 |
|---|---|
| Maximum | 104.6376 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0313 |
|---|---|
| 5-th percentile | 0.1058 |
| Q1 | 9.2714 |
| median | 24.4114 |
| Q3 | 39.772 |
| 95-th percentile | 59.467 |
| Maximum | 104.6376 |
| Range | 104.6063 |
| Interquartile range (IQR) | 30.5006 |
Descriptive statistics
| Standard deviation | 19.444796 |
|---|---|
| Coefficient of variation (CV) | 0.75914674 |
| Kurtosis | -0.79656818 |
| Mean | 25.614016 |
| Median Absolute Deviation (MAD) | 15.3606 |
| Skewness | 0.27711123 |
| Sum | 7573526.6 |
| Variance | 378.10011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.107 | 2212 | 0.7% |
| 0.1069 | 2212 | 0.7% |
| 0.1067 | 2198 | 0.7% |
| 0.1066 | 2129 | 0.7% |
| 0.1064 | 1982 | 0.7% |
| 0.1071 | 1951 | 0.7% |
| 0.1063 | 1893 | 0.6% |
| 0.1062 | 1803 | 0.6% |
| 0.1061 | 1774 | 0.6% |
| 0.1072 | 1718 | 0.6% |
| Other values (6250) | 275807 |
| Value | Count | Frequency (%) |
| 0.0313 | 1 | < 0.1% |
| 0.0316 | 2 | < 0.1% |
| 0.0317 | 1 | < 0.1% |
| 0.0318 | 4 | |
| 0.032 | 4 | |
| 0.0321 | 4 | |
| 0.0324 | 1 | < 0.1% |
| 0.0325 | 3 | |
| 0.0326 | 6 | |
| 0.0327 | 5 |
| Value | Count | Frequency (%) |
| 104.6376 | 1 | < 0.1% |
| 88.7468 | 1 | < 0.1% |
| 82.7549 | 1 | < 0.1% |
| 82.0441 | 3 | < 0.1% |
| 81.2069 | 6 | < 0.1% |
| 80.522 | 11 | < 0.1% |
| 79.7151 | 16 | |
| 79.0547 | 22 | |
| 78.2765 | 35 | |
| 77.6394 | 39 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 32.7023 | 9.9032 | 240.8069 | 0.8900 | 0.0738 | 0.1314 | 0.0987 | 0.0936 | 0.1026 | 0.1152 | 0.1105 | 0.0891 | 0.0951 | 0.1083 | 0.1037 | 0.1009 | 0.0927 | 0.1009 |
| 1 | 0.307 | 0.0 | 45.5699 | 13.7998 | 240.8029 | 0.8950 | 0.0786 | 0.1286 | 0.1019 | 0.0932 | 0.1051 | 0.1129 | 0.1128 | 0.0905 | 0.0958 | 0.1103 | 0.1043 | 0.1025 | 0.0942 | 0.1020 |
| 2 | 0.617 | 0.0 | 58.5539 | 17.7318 | 240.7989 | 0.8979 | 0.0816 | 0.1287 | 0.1052 | 0.0940 | 0.1075 | 0.1128 | 0.1149 | 0.0918 | 0.0966 | 0.1119 | 0.1050 | 0.1036 | 0.0958 | 0.1028 |
| 3 | 0.924 | 0.0 | 71.4123 | 21.6256 | 240.7949 | 0.8971 | 0.0834 | 0.1303 | 0.1083 | 0.0954 | 0.1100 | 0.1138 | 0.1172 | 0.0928 | 0.0972 | 0.1130 | 0.1054 | 0.1044 | 0.0968 | 0.1033 |
| 4 | 1.234 | 0.0 | 83.8100 | 25.3800 | 240.7917 | 0.8980 | 0.0851 | 0.1324 | 0.1112 | 0.0967 | 0.1120 | 0.1151 | 0.1194 | 0.0936 | 0.0976 | 0.1138 | 0.1057 | 0.1049 | 0.0975 | 0.1038 |
| 5 | 1.541 | 0.0 | 83.8100 | 25.3800 | 240.8061 | 0.8986 | 0.0867 | 0.1343 | 0.1138 | 0.0981 | 0.1139 | 0.1165 | 0.1213 | 0.0942 | 0.0980 | 0.1144 | 0.1058 | 0.1053 | 0.0980 | 0.1041 |
| 6 | 1.850 | 0.0 | 83.8100 | 25.3800 | 240.8206 | 0.8986 | 0.0879 | 0.1363 | 0.1160 | 0.0992 | 0.1156 | 0.1178 | 0.1233 | 0.0947 | 0.0981 | 0.1148 | 0.1059 | 0.1058 | 0.0985 | 0.1045 |
| 7 | 2.160 | 0.0 | 83.8100 | 25.3800 | 240.8351 | 0.8980 | 0.0891 | 0.1382 | 0.1179 | 0.1005 | 0.1171 | 0.1191 | 0.1246 | 0.0952 | 0.0983 | 0.1152 | 0.1062 | 0.1060 | 0.0988 | 0.1046 |
| 8 | 2.469 | 0.0 | 83.8100 | 25.3800 | 240.8095 | 0.8990 | 0.0901 | 0.1399 | 0.1199 | 0.1017 | 0.1187 | 0.1202 | 0.1260 | 0.0955 | 0.0985 | 0.1153 | 0.1062 | 0.1062 | 0.0992 | 0.1047 |
| 9 | 2.779 | 0.0 | 83.8100 | 25.3800 | 240.7742 | 0.8982 | 0.0912 | 0.1413 | 0.1213 | 0.1025 | 0.1200 | 0.1212 | 0.1274 | 0.0958 | 0.0986 | 0.1155 | 0.1064 | 0.1063 | 0.0993 | 0.1047 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295669 | 90904.834 | 0.0 | 65.59 | 25.78 | 0.0 | 0.8982 | 0.0959 | 0.1515 | 0.1298 | 0.1087 | 0.0675 | 0.0801 | 0.1213 | 0.1081 | 0.0986 | 0.1213 | 0.0367 | 0.0700 | 0.1281 | 0.1354 |
| 295670 | 90905.142 | 0.0 | 65.59 | 25.78 | 0.0 | 0.8980 | 0.2109 | 0.5838 | 0.9063 | 0.6374 | 0.9846 | 1.1292 | 1.6248 | 1.0441 | 1.0917 | 1.5363 | 2.6780 | 4.2796 | 5.7742 | 7.0926 |
| 295671 | 90905.451 | 0.0 | 65.59 | 25.78 | 0.0 | 0.2109 | 2.1432 | 5.1980 | 8.0412 | 5.2273 | 7.5177 | 8.4206 | 11.4616 | 21.1864 | 17.0500 | 20.7874 | 27.9237 | 31.9957 | 29.8431 | 40.1490 |
| 295672 | 90905.758 | 0.0 | 65.59 | 25.78 | 0.0 | 0.2067 | 11.0214 | 22.9348 | 33.4568 | 17.8258 | 30.4617 | 31.2398 | 37.5155 | 51.9752 | 41.8263 | 50.9512 | 57.1452 | 55.0929 | 42.5944 | 58.5835 |
| 295673 | 90906.068 | 0.0 | 65.59 | 25.78 | 0.0 | 0.2040 | 31.6597 | 50.9873 | 61.4312 | 29.2098 | 55.4192 | 57.6490 | 65.4992 | 74.5800 | 51.7813 | 56.9725 | 60.7607 | 64.4655 | 48.1178 | 64.3090 |
| 295674 | 90906.378 | 0.0 | 65.59 | 25.78 | 0.0 | 0.2027 | 52.2091 | 68.0747 | 80.6932 | 34.5923 | 74.1951 | 72.9197 | 73.1862 | 62.0148 | 55.9641 | 62.7987 | 67.3014 | 63.1158 | 47.0629 | 64.3090 |
| 295675 | 90906.687 | 0.0 | 65.59 | 25.78 | 0.0 | 0.2020 | 66.4837 | 75.0345 | 79.2369 | 35.1038 | 69.5025 | 72.9197 | 81.3453 | 72.6381 | 54.1752 | 56.9725 | 61.2250 | 61.7414 | 48.6628 | 66.2847 |
| 295676 | 90906.996 | 0.0 | 65.59 | 25.78 | 0.0 | 0.2010 | 67.0368 | 75.6194 | 75.1638 | 34.2691 | 72.9643 | 76.2102 | 75.7201 | 61.0769 | 55.9641 | 56.2354 | 67.8697 | 62.2197 | 46.2782 | 62.9436 |
| 295677 | 90907.305 | 0.0 | 65.59 | 25.78 | 0.0 | 0.2008 | 68.5571 | 76.3332 | 71.4844 | 33.8093 | 63.4677 | 66.4281 | 68.5895 | 65.5821 | 55.6241 | 55.1962 | 62.0947 | 56.1889 | 46.0523 | 62.9436 |
| 295678 | 90907.614 | 0.0 | 65.59 | 25.78 | 0.0 | 0.2000 | 61.4100 | 66.0296 | 65.6318 | 32.1616 | 62.5610 | 63.9055 | 64.5292 | 61.5850 | 55.2214 | 53.1675 | 59.4820 | 54.7785 | 47.0629 | 63.3641 |